Results
sim_lu %>%
filter(lineup<=3) %>%
arrange(lineup, position, desc(pts_pred)) %>%
knitr::kable() %>%
kable_styling() %>%
column_spec(1, bold=TRUE) %>%
collapse_rows(columns = 1, valign = 'top')
|
lineup
|
Name
|
team
|
position
|
pts_base
|
pts_pred
|
sd_pts
|
Salary
|
|
1
|
Patrick Mahomes
|
KCC
|
QB
|
22.96205
|
24.290354
|
1.1503493
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
17.09700
|
15.815569
|
0.9473814
|
7100
|
|
Devin Singletary
|
BUF
|
RB
|
12.91600
|
14.752455
|
0.9607248
|
6200
|
|
Antonio Gibson
|
WAS
|
RB
|
12.88925
|
13.044585
|
0.6375180
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
16.48507
|
16.716079
|
0.5453965
|
8900
|
|
Deebo Samuel
|
SFO
|
WR
|
10.93975
|
11.691757
|
0.7561260
|
5400
|
|
Tyler Boyd
|
CIN
|
WR
|
11.47800
|
11.499070
|
0.0563388
|
6000
|
|
George Kittle
|
SFO
|
TE
|
13.16025
|
13.285034
|
0.1245384
|
7100
|
|
Kansas City Chiefs
|
KCC
|
DST
|
6.75000
|
8.439378
|
1.0378200
|
4600
|
|
2
|
Deshaun Watson
|
HOU
|
QB
|
22.37560
|
22.306135
|
0.8483437
|
8000
|
|
Aaron Jones
|
GBP
|
RB
|
18.96488
|
19.302387
|
1.6130688
|
8500
|
|
Chris Carson
|
SEA
|
RB
|
14.87009
|
17.258675
|
1.7466604
|
7600
|
|
Antonio Gibson
|
WAS
|
RB
|
12.88925
|
12.895826
|
0.6375180
|
5700
|
|
Tyler Lockett
|
SEA
|
WR
|
12.77411
|
15.042929
|
0.9822225
|
7400
|
|
DK Metcalf
|
SEA
|
WR
|
13.93491
|
13.865927
|
0.0293924
|
7300
|
|
Deebo Samuel
|
SFO
|
WR
|
10.93975
|
11.727531
|
0.7561260
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.16025
|
13.194462
|
0.1245384
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
5.35500
|
4.735849
|
0.7264740
|
3000
|
|
3
|
Justin Herbert
|
LAC
|
QB
|
19.11480
|
21.880537
|
1.5152172
|
7500
|
|
Aaron Jones
|
GBP
|
RB
|
18.96488
|
22.628719
|
1.6130688
|
8500
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
13.19600
|
15.238781
|
1.1052783
|
7000
|
|
James Robinson
|
JAC
|
RB
|
14.39500
|
14.400478
|
0.1408470
|
6400
|
|
Michael Thomas
|
NOS
|
WR
|
14.57509
|
16.977092
|
2.1581801
|
8600
|
|
Tyler Boyd
|
CIN
|
WR
|
11.47800
|
11.429921
|
0.0563388
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
10.93975
|
10.437611
|
0.7561260
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.16025
|
13.186566
|
0.1245384
|
7100
|
|
Atlanta Falcons
|
ATL
|
DST
|
5.60000
|
6.029645
|
0.2965200
|
3500
|
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu),
pct = round(lu / n_sims, 3) * 100) %>%
ggplot(aes(x = Name, y = pct, fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
sim_lu %>%
group_by(lineup) %>%
mutate(lineup_pts=sum(pts_pred)) %>%
group_by(lineup, position) %>%
mutate(n = n()) %>%
select(lineup, position, n, lineup_pts) %>%
distinct() %>%
spread(key=position, value=n) %>%
filter(RB >= 2, TE >= 1, WR >= 3) %>%
mutate(flex = case_when(RB==3 ~ 'RB',
TE==2 ~ 'TE',
WR==4 ~ 'WR')) %>%
group_by(flex) %>%
dplyr::summarize(median_pts = round(median(lineup_pts), 3),
cases = n()) %>%
knitr::kable() %>%
kable_styling(full_width = FALSE)
|
flex
|
median_pts
|
cases
|
|
RB
|
132.638
|
9999
|
|
WR
|
133.024
|
1
|
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd)) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs Uncertainty',
subtitle = 'Pareto Lineups Bolded')

psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
2760
|
127.94
|
2.77
|
Kyler Murray
|
ARI
|
QB
|
22.07
|
0.10
|
8400
|
|
Kareem Hunt
|
CLE
|
RB
|
17.36
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.54
|
0.14
|
6400
|
|
Jerick McKinnon
|
SFO
|
RB
|
12.44
|
0.15
|
5500
|
|
Kenny Golladay
|
DET
|
WR
|
13.86
|
0.19
|
7600
|
|
DK Metcalf
|
SEA
|
WR
|
13.94
|
0.03
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
11.52
|
0.06
|
6000
|
|
George Kittle
|
SFO
|
TE
|
13.44
|
0.12
|
7100
|
|
Kansas City Chiefs
|
KCC
|
DST
|
8.77
|
1.04
|
4600
|
|
5798
|
128.20
|
3.09
|
Russell Wilson
|
SEA
|
QB
|
23.73
|
0.52
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
19.68
|
0.42
|
9300
|
|
James Robinson
|
JAC
|
RB
|
14.58
|
0.14
|
6400
|
|
Antonio Gibson
|
WAS
|
RB
|
12.52
|
0.64
|
5700
|
|
DK Metcalf
|
SEA
|
WR
|
13.90
|
0.03
|
7300
|
|
Robby Anderson
|
CAR
|
WR
|
12.79
|
0.44
|
6400
|
|
Tyler Boyd
|
CIN
|
WR
|
11.50
|
0.06
|
6000
|
|
George Kittle
|
SFO
|
TE
|
13.15
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
6.35
|
0.73
|
3000
|
|
2353
|
132.51
|
3.30
|
Kyler Murray
|
ARI
|
QB
|
22.07
|
0.10
|
8400
|
|
Alvin Kamara
|
NOS
|
RB
|
19.86
|
0.42
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
19.64
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.53
|
0.14
|
6400
|
|
DK Metcalf
|
SEA
|
WR
|
13.91
|
0.03
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
11.54
|
0.06
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
11.26
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.18
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
6.52
|
0.73
|
3000
|
|
3862
|
133.10
|
3.38
|
Deshaun Watson
|
HOU
|
QB
|
23.96
|
0.85
|
8000
|
|
Kareem Hunt
|
CLE
|
RB
|
19.29
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.35
|
0.14
|
6400
|
|
Jerick McKinnon
|
SFO
|
RB
|
12.37
|
0.15
|
5500
|
|
Davante Adams
|
GBP
|
WR
|
16.92
|
0.55
|
8900
|
|
DK Metcalf
|
SEA
|
WR
|
13.94
|
0.03
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
11.48
|
0.06
|
6000
|
|
George Kittle
|
SFO
|
TE
|
13.44
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.35
|
0.54
|
3700
|
|
1269
|
133.62
|
3.86
|
Deshaun Watson
|
HOU
|
QB
|
24.41
|
0.85
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
18.87
|
0.42
|
8900
|
|
Kareem Hunt
|
CLE
|
RB
|
18.04
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.34
|
0.14
|
6400
|
|
DK Metcalf
|
SEA
|
WR
|
13.94
|
0.03
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
11.46
|
0.06
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
12.30
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.01
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.25
|
0.54
|
3700
|
|
9052
|
133.99
|
4.47
|
Deshaun Watson
|
HOU
|
QB
|
22.62
|
0.85
|
8000
|
|
Alvin Kamara
|
NOS
|
RB
|
19.71
|
0.42
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
19.68
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.57
|
0.14
|
6400
|
|
DK Metcalf
|
SEA
|
WR
|
13.96
|
0.03
|
7300
|
|
Tee Higgins
|
CIN
|
WR
|
11.29
|
0.66
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
11.83
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.15
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.16
|
0.54
|
3700
|
|
5115
|
134.60
|
4.72
|
Matthew Stafford
|
DET
|
QB
|
22.21
|
1.06
|
7300
|
|
Joe Mixon
|
CIN
|
RB
|
15.67
|
0.39
|
7400
|
|
Kareem Hunt
|
CLE
|
RB
|
18.30
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.72
|
0.14
|
6400
|
|
Davante Adams
|
GBP
|
WR
|
17.60
|
0.55
|
8900
|
|
DK Metcalf
|
SEA
|
WR
|
13.90
|
0.03
|
7300
|
|
Deebo Samuel
|
SFO
|
WR
|
13.20
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
12.93
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
6.07
|
0.73
|
3000
|
|
6653
|
134.87
|
5.00
|
Deshaun Watson
|
HOU
|
QB
|
22.32
|
0.85
|
8000
|
|
Joe Mixon
|
CIN
|
RB
|
16.91
|
0.39
|
7400
|
|
Kareem Hunt
|
CLE
|
RB
|
18.49
|
0.95
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
13.54
|
0.64
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
16.93
|
0.55
|
8900
|
|
DK Metcalf
|
SEA
|
WR
|
13.99
|
0.03
|
7300
|
|
Deebo Samuel
|
SFO
|
WR
|
11.90
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.36
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
7.43
|
0.73
|
3000
|
|
1242
|
134.92
|
5.21
|
Deshaun Watson
|
HOU
|
QB
|
22.59
|
0.85
|
8000
|
|
Aaron Jones
|
GBP
|
RB
|
21.73
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.08
|
0.95
|
7100
|
|
Jerick McKinnon
|
SFO
|
RB
|
12.17
|
0.15
|
5500
|
|
Stefon Diggs
|
BUF
|
WR
|
14.78
|
0.71
|
7500
|
|
DK Metcalf
|
SEA
|
WR
|
13.97
|
0.03
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
11.48
|
0.06
|
6000
|
|
George Kittle
|
SFO
|
TE
|
13.09
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
7.04
|
0.73
|
3000
|
|
5949
|
135.33
|
Deshaun Watson
|
HOU
|
QB
|
23.84
|
0.85
|
8000
|
|
Aaron Jones
|
GBP
|
RB
|
22.42
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.63
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.60
|
0.14
|
6400
|
|
DK Metcalf
|
SEA
|
WR
|
13.91
|
0.03
|
7300
|
|
Tyler Boyd
|
CIN
|
WR
|
11.46
|
0.06
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
10.58
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.27
|
0.12
|
7100
|
|
Green Bay Packers
|
GBP
|
DST
|
7.61
|
0.70
|
4000
|
|
6042
|
136.48
|
5.25
|
Deshaun Watson
|
HOU
|
QB
|
23.51
|
0.85
|
8000
|
|
Kareem Hunt
|
CLE
|
RB
|
19.76
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.53
|
0.14
|
6400
|
|
Antonio Gibson
|
WAS
|
RB
|
14.02
|
0.64
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
17.57
|
0.55
|
8900
|
|
Stefon Diggs
|
BUF
|
WR
|
14.44
|
0.71
|
7500
|
|
Deebo Samuel
|
SFO
|
WR
|
11.40
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.42
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.84
|
0.54
|
3700
|
|
5172
|
137.16
|
5.61
|
Deshaun Watson
|
HOU
|
QB
|
22.78
|
0.85
|
8000
|
|
Aaron Jones
|
GBP
|
RB
|
21.71
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.65
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.68
|
0.14
|
6400
|
|
Stefon Diggs
|
BUF
|
WR
|
15.64
|
0.71
|
7500
|
|
Robby Anderson
|
CAR
|
WR
|
12.94
|
0.44
|
6400
|
|
Tyler Boyd
|
CIN
|
WR
|
11.33
|
0.06
|
6000
|
|
George Kittle
|
SFO
|
TE
|
13.41
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
6.02
|
0.73
|
3000
|
|
3975
|
137.53
|
5.74
|
Deshaun Watson
|
HOU
|
QB
|
23.60
|
0.85
|
8000
|
|
Aaron Jones
|
GBP
|
RB
|
21.75
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.82
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.71
|
0.14
|
6400
|
|
Stefon Diggs
|
BUF
|
WR
|
15.20
|
0.71
|
7500
|
|
Tyler Boyd
|
CIN
|
WR
|
11.63
|
0.06
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
12.29
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.19
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.34
|
0.54
|
3700
|
|
8119
|
137.99
|
6.11
|
Deshaun Watson
|
HOU
|
QB
|
24.58
|
0.85
|
8000
|
|
Aaron Jones
|
GBP
|
RB
|
21.50
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.24
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.49
|
0.14
|
6400
|
|
Stefon Diggs
|
BUF
|
WR
|
15.07
|
0.71
|
7500
|
|
CeeDee Lamb
|
DAL
|
WR
|
11.89
|
0.43
|
6200
|
|
Deebo Samuel
|
SFO
|
WR
|
12.33
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.06
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.83
|
0.54
|
3700
|
|
4664
|
138.03
|
6.58
|
Deshaun Watson
|
HOU
|
QB
|
23.46
|
0.85
|
8000
|
|
Chris Carson
|
SEA
|
RB
|
20.36
|
1.75
|
7600
|
|
Kareem Hunt
|
CLE
|
RB
|
19.03
|
0.95
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
13.37
|
0.64
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
17.01
|
0.55
|
8900
|
|
Robby Anderson
|
CAR
|
WR
|
12.91
|
0.44
|
6400
|
|
Deebo Samuel
|
SFO
|
WR
|
10.98
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.33
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.57
|
0.54
|
3700
|
|
7124
|
138.05
|
6.72
|
Josh Allen
|
BUF
|
QB
|
30.24
|
2.69
|
8800
|
|
Alvin Kamara
|
NOS
|
RB
|
19.46
|
0.42
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.07
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.46
|
0.14
|
6400
|
|
Robby Anderson
|
CAR
|
WR
|
12.46
|
0.44
|
6400
|
|
Tee Higgins
|
CIN
|
WR
|
11.92
|
0.66
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
11.67
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.29
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.48
|
0.54
|
3700
|
|
6798
|
139.31
|
6.78
|
Deshaun Watson
|
HOU
|
QB
|
23.71
|
0.85
|
8000
|
|
Aaron Jones
|
GBP
|
RB
|
23.39
|
1.61
|
8500
|
|
Joe Mixon
|
CIN
|
RB
|
16.10
|
0.39
|
7400
|
|
Kareem Hunt
|
CLE
|
RB
|
17.03
|
0.95
|
7100
|
|
Stefon Diggs
|
BUF
|
WR
|
14.88
|
0.71
|
7500
|
|
Tee Higgins
|
CIN
|
WR
|
12.45
|
0.66
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
11.55
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.27
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
6.93
|
0.73
|
3000
|
|
5133
|
140.27
|
7.02
|
Deshaun Watson
|
HOU
|
QB
|
23.82
|
0.85
|
8000
|
|
Aaron Jones
|
GBP
|
RB
|
22.02
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.88
|
0.95
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
14.34
|
0.64
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
17.49
|
0.55
|
8900
|
|
Tee Higgins
|
CIN
|
WR
|
12.21
|
0.66
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
12.80
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.35
|
0.12
|
7100
|
|
Cincinnati Bengals
|
CIN
|
DST
|
6.36
|
0.89
|
3600
|
|
4070
|
140.84
|
7.73
|
Patrick Mahomes
|
KCC
|
QB
|
25.26
|
1.15
|
9000
|
|
Aaron Jones
|
GBP
|
RB
|
25.96
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.59
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.36
|
0.14
|
6400
|
|
DK Metcalf
|
SEA
|
WR
|
13.90
|
0.03
|
7300
|
|
Mecole Hardman
|
KCC
|
WR
|
12.32
|
2.43
|
5400
|
|
Deebo Samuel
|
SFO
|
WR
|
10.54
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.13
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.79
|
0.54
|
3700
|
|
8240
|
144.55
|
7.85
|
Josh Allen
|
BUF
|
QB
|
33.10
|
2.69
|
8800
|
|
Aaron Jones
|
GBP
|
RB
|
21.43
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.19
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.62
|
0.14
|
6400
|
|
DK Metcalf
|
SEA
|
WR
|
13.89
|
0.03
|
7300
|
|
Tee Higgins
|
CIN
|
WR
|
10.69
|
0.66
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
12.45
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.23
|
0.12
|
7100
|
|
Cincinnati Bengals
|
CIN
|
DST
|
6.94
|
0.89
|
3600
|
|
8006
|
146.75
|
13.45
|
Joe Flacco
|
NYJ
|
QB
|
34.27
|
9.26
|
6500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.71
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.62
|
0.14
|
6400
|
|
Devin Singletary
|
BUF
|
RB
|
15.07
|
0.96
|
6200
|
|
Davante Adams
|
GBP
|
WR
|
16.51
|
0.55
|
8900
|
|
Stefon Diggs
|
BUF
|
WR
|
14.23
|
0.71
|
7500
|
|
DK Metcalf
|
SEA
|
WR
|
13.91
|
0.03
|
7300
|
|
George Kittle
|
SFO
|
TE
|
13.19
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
6.25
|
0.73
|
3000
|
|
5432
|
146.87
|
13.69
|
Joe Flacco
|
NYJ
|
QB
|
35.46
|
9.26
|
6500
|
|
Joe Mixon
|
CIN
|
RB
|
16.33
|
0.39
|
7400
|
|
Kareem Hunt
|
CLE
|
RB
|
17.92
|
0.95
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.70
|
0.14
|
6400
|
|
Davante Adams
|
GBP
|
WR
|
16.99
|
0.55
|
8900
|
|
Tyler Lockett
|
SEA
|
WR
|
14.22
|
0.98
|
7400
|
|
Deebo Samuel
|
SFO
|
WR
|
11.09
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.14
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.01
|
0.54
|
3700
|
|
9095
|
148.11
|
14.07
|
Joe Flacco
|
NYJ
|
QB
|
35.16
|
9.26
|
6500
|
|
Alvin Kamara
|
NOS
|
RB
|
19.63
|
0.42
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.31
|
0.95
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
13.60
|
0.64
|
5700
|
|
Tyreek Hill
|
KCC
|
WR
|
14.87
|
0.48
|
8000
|
|
Stefon Diggs
|
BUF
|
WR
|
15.20
|
0.71
|
7500
|
|
Deebo Samuel
|
SFO
|
WR
|
12.25
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.10
|
0.12
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
6.00
|
0.73
|
3000
|
|
2258
|
148.77
|
14.48
|
Joe Flacco
|
NYJ
|
QB
|
36.90
|
9.26
|
6500
|
|
Alvin Kamara
|
NOS
|
RB
|
19.57
|
0.42
|
9300
|
|
Aaron Jones
|
GBP
|
RB
|
19.25
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.33
|
0.95
|
7100
|
|
DK Metcalf
|
SEA
|
WR
|
13.97
|
0.03
|
7300
|
|
Deebo Samuel
|
SFO
|
WR
|
11.75
|
0.76
|
5400
|
|
Randall Cobb
|
HOU
|
WR
|
10.24
|
0.78
|
5100
|
|
George Kittle
|
SFO
|
TE
|
13.05
|
0.12
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.71
|
0.54
|
3700
|
|
9138
|
150.42
|
15.12
|
Joe Flacco
|
NYJ
|
QB
|
37.10
|
9.26
|
6500
|
|
Aaron Jones
|
GBP
|
RB
|
18.52
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.30
|
0.95
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
13.99
|
0.64
|
5700
|
|
Stefon Diggs
|
BUF
|
WR
|
14.76
|
0.71
|
7500
|
|
DK Metcalf
|
SEA
|
WR
|
13.93
|
0.03
|
7300
|
|
Deebo Samuel
|
SFO
|
WR
|
11.65
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.23
|
0.12
|
7100
|
|
Kansas City Chiefs
|
KCC
|
DST
|
8.94
|
1.04
|
4600
|
|
2237
|
151.60
|
17.10
|
Joe Flacco
|
NYJ
|
QB
|
32.02
|
9.26
|
6500
|
|
Aaron Jones
|
GBP
|
RB
|
20.97
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.52
|
0.95
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
13.10
|
0.64
|
5700
|
|
Michael Thomas
|
NOS
|
WR
|
21.20
|
2.16
|
8600
|
|
Stefon Diggs
|
BUF
|
WR
|
14.94
|
0.71
|
7500
|
|
Deebo Samuel
|
SFO
|
WR
|
11.01
|
0.76
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.17
|
0.12
|
7100
|
|
Cincinnati Bengals
|
CIN
|
DST
|
7.67
|
0.89
|
3600
|
|
8177
|
156.94
|
18.63
|
Joe Flacco
|
NYJ
|
QB
|
41.53
|
9.26
|
6500
|
|
Aaron Jones
|
GBP
|
RB
|
22.06
|
1.61
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.44
|
0.95
|
7100
|
|
Devin Singletary
|
BUF
|
RB
|
14.90
|
0.96
|
6200
|
|
Michael Thomas
|
NOS
|
WR
|
17.16
|
2.16
|
8600
|
|
Stefon Diggs
|
BUF
|
WR
|
14.33
|
0.71
|
7500
|
|
Dede Westbrook
|
JAC
|
WR
|
9.62
|
2.57
|
4500
|
|
George Kittle
|
SFO
|
TE
|
13.06
|
0.12
|
7100
|
|
New Orleans Saints
|
NOS
|
DST
|
6.84
|
0.28
|
4000
|